got_prjt_v1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "pd.set_option('display.max_columns', 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "battles = pd.read_csv('battles.csv')\n",
    "char_deaths = pd.read_csv('character-deaths.csv')\n",
    "char_pred = pd.read_csv('character-predictions.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>year</th>\n",
       "      <th>battle_number</th>\n",
       "      <th>attacker_king</th>\n",
       "      <th>defender_king</th>\n",
       "      <th>attacker_1</th>\n",
       "      <th>attacker_2</th>\n",
       "      <th>attacker_3</th>\n",
       "      <th>attacker_4</th>\n",
       "      <th>defender_1</th>\n",
       "      <th>defender_2</th>\n",
       "      <th>defender_3</th>\n",
       "      <th>defender_4</th>\n",
       "      <th>attacker_outcome</th>\n",
       "      <th>battle_type</th>\n",
       "      <th>major_death</th>\n",
       "      <th>major_capture</th>\n",
       "      <th>attacker_size</th>\n",
       "      <th>defender_size</th>\n",
       "      <th>attacker_commander</th>\n",
       "      <th>defender_commander</th>\n",
       "      <th>summer</th>\n",
       "      <th>location</th>\n",
       "      <th>region</th>\n",
       "      <th>note</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battle of the Golden Tooth</td>\n",
       "      <td>298</td>\n",
       "      <td>1</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tully</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>pitched battle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>Jaime Lannister</td>\n",
       "      <td>Clement Piper, Vance</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Golden Tooth</td>\n",
       "      <td>The Westerlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Battle at the Mummer's Ford</td>\n",
       "      <td>298</td>\n",
       "      <td>2</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>ambush</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Gregor Clegane</td>\n",
       "      <td>Beric Dondarrion</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mummer's Ford</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Battle of Riverrun</td>\n",
       "      <td>298</td>\n",
       "      <td>3</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tully</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>pitched battle</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Jaime Lannister, Andros Brax</td>\n",
       "      <td>Edmure Tully, Tytos Blackwood</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Riverrun</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battle of the Green Fork</td>\n",
       "      <td>298</td>\n",
       "      <td>4</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Stark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>loss</td>\n",
       "      <td>pitched battle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>Roose Bolton, Wylis Manderly, Medger Cerwyn, H...</td>\n",
       "      <td>Tywin Lannister, Gregor Clegane, Kevan Lannist...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Green Fork</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Battle of the Whispering Wood</td>\n",
       "      <td>298</td>\n",
       "      <td>5</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Stark</td>\n",
       "      <td>Tully</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>ambush</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1875.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>Robb Stark, Brynden Tully</td>\n",
       "      <td>Jaime Lannister</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Whispering Wood</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            name  year  battle_number  \\\n",
       "0     Battle of the Golden Tooth   298              1   \n",
       "1    Battle at the Mummer's Ford   298              2   \n",
       "2             Battle of Riverrun   298              3   \n",
       "3       Battle of the Green Fork   298              4   \n",
       "4  Battle of the Whispering Wood   298              5   \n",
       "\n",
       "              attacker_king             defender_king attacker_1 attacker_2  \\\n",
       "0  Joffrey/Tommen Baratheon                Robb Stark  Lannister        NaN   \n",
       "1  Joffrey/Tommen Baratheon                Robb Stark  Lannister        NaN   \n",
       "2  Joffrey/Tommen Baratheon                Robb Stark  Lannister        NaN   \n",
       "3                Robb Stark  Joffrey/Tommen Baratheon      Stark        NaN   \n",
       "4                Robb Stark  Joffrey/Tommen Baratheon      Stark      Tully   \n",
       "\n",
       "  attacker_3 attacker_4 defender_1 defender_2  defender_3  defender_4  \\\n",
       "0        NaN        NaN      Tully        NaN         NaN         NaN   \n",
       "1        NaN        NaN  Baratheon        NaN         NaN         NaN   \n",
       "2        NaN        NaN      Tully        NaN         NaN         NaN   \n",
       "3        NaN        NaN  Lannister        NaN         NaN         NaN   \n",
       "4        NaN        NaN  Lannister        NaN         NaN         NaN   \n",
       "\n",
       "  attacker_outcome     battle_type  major_death  major_capture  attacker_size  \\\n",
       "0              win  pitched battle          1.0            0.0        15000.0   \n",
       "1              win          ambush          1.0            0.0            NaN   \n",
       "2              win  pitched battle          0.0            1.0        15000.0   \n",
       "3             loss  pitched battle          1.0            1.0        18000.0   \n",
       "4              win          ambush          1.0            1.0         1875.0   \n",
       "\n",
       "   defender_size                                 attacker_commander  \\\n",
       "0         4000.0                                    Jaime Lannister   \n",
       "1          120.0                                     Gregor Clegane   \n",
       "2        10000.0                       Jaime Lannister, Andros Brax   \n",
       "3        20000.0  Roose Bolton, Wylis Manderly, Medger Cerwyn, H...   \n",
       "4         6000.0                          Robb Stark, Brynden Tully   \n",
       "\n",
       "                                  defender_commander  summer         location  \\\n",
       "0                               Clement Piper, Vance     1.0     Golden Tooth   \n",
       "1                                   Beric Dondarrion     1.0    Mummer's Ford   \n",
       "2                      Edmure Tully, Tytos Blackwood     1.0         Riverrun   \n",
       "3  Tywin Lannister, Gregor Clegane, Kevan Lannist...     1.0       Green Fork   \n",
       "4                                    Jaime Lannister     1.0  Whispering Wood   \n",
       "\n",
       "            region note  \n",
       "0  The Westerlands  NaN  \n",
       "1   The Riverlands  NaN  \n",
       "2   The Riverlands  NaN  \n",
       "3   The Riverlands  NaN  \n",
       "4   The Riverlands  NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battles.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 38 entries, 0 to 37\n",
      "Data columns (total 25 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   name                38 non-null     object \n",
      " 1   year                38 non-null     int64  \n",
      " 2   battle_number       38 non-null     int64  \n",
      " 3   attacker_king       36 non-null     object \n",
      " 4   defender_king       35 non-null     object \n",
      " 5   attacker_1          38 non-null     object \n",
      " 6   attacker_2          10 non-null     object \n",
      " 7   attacker_3          3 non-null      object \n",
      " 8   attacker_4          2 non-null      object \n",
      " 9   defender_1          37 non-null     object \n",
      " 10  defender_2          2 non-null      object \n",
      " 11  defender_3          0 non-null      float64\n",
      " 12  defender_4          0 non-null      float64\n",
      " 13  attacker_outcome    37 non-null     object \n",
      " 14  battle_type         37 non-null     object \n",
      " 15  major_death         37 non-null     float64\n",
      " 16  major_capture       37 non-null     float64\n",
      " 17  attacker_size       24 non-null     float64\n",
      " 18  defender_size       19 non-null     float64\n",
      " 19  attacker_commander  37 non-null     object \n",
      " 20  defender_commander  28 non-null     object \n",
      " 21  summer              37 non-null     float64\n",
      " 22  location            37 non-null     object \n",
      " 23  region              38 non-null     object \n",
      " 24  note                5 non-null      object \n",
      "dtypes: float64(7), int64(2), object(16)\n",
      "memory usage: 7.5+ KB\n"
     ]
    }
   ],
   "source": [
    "battles.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>battle_number</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_king</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_king</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_1</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_2</th>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_3</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_4</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_1</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_2</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_3</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_4</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_outcome</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>battle_type</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>major_death</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>major_capture</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_size</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_size</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attacker_commander</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>defender_commander</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>summer</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>note</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    missing\n",
       "name                      0\n",
       "year                      0\n",
       "battle_number             0\n",
       "attacker_king             2\n",
       "defender_king             3\n",
       "attacker_1                0\n",
       "attacker_2               28\n",
       "attacker_3               35\n",
       "attacker_4               36\n",
       "defender_1                1\n",
       "defender_2               36\n",
       "defender_3               38\n",
       "defender_4               38\n",
       "attacker_outcome          1\n",
       "battle_type               1\n",
       "major_death               1\n",
       "major_capture             1\n",
       "attacker_size            14\n",
       "defender_size            19\n",
       "attacker_commander        1\n",
       "defender_commander       10\n",
       "summer                    1\n",
       "location                  1\n",
       "region                    0\n",
       "note                     33"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = battles.isnull().sum().to_frame(name='missing')\n",
    "a "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "36"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battles.attacker_4.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                   0\n",
       "year                   0\n",
       "battle_number          0\n",
       "attacker_king          2\n",
       "defender_king          3\n",
       "attacker_1             0\n",
       "attacker_2            28\n",
       "attacker_3            35\n",
       "attacker_4            36\n",
       "defender_1             1\n",
       "defender_2            36\n",
       "defender_3            38\n",
       "defender_4            38\n",
       "attacker_outcome       1\n",
       "battle_type            1\n",
       "major_death            1\n",
       "major_capture          1\n",
       "attacker_size         14\n",
       "defender_size         19\n",
       "attacker_commander     1\n",
       "defender_commander    10\n",
       "summer                 1\n",
       "location               1\n",
       "region                 0\n",
       "note                  33\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battles.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>year</th>\n",
       "      <th>battle_number</th>\n",
       "      <th>attacker_king</th>\n",
       "      <th>defender_king</th>\n",
       "      <th>attacker_1</th>\n",
       "      <th>attacker_2</th>\n",
       "      <th>attacker_3</th>\n",
       "      <th>attacker_4</th>\n",
       "      <th>defender_1</th>\n",
       "      <th>defender_2</th>\n",
       "      <th>defender_3</th>\n",
       "      <th>defender_4</th>\n",
       "      <th>attacker_outcome</th>\n",
       "      <th>battle_type</th>\n",
       "      <th>major_death</th>\n",
       "      <th>major_capture</th>\n",
       "      <th>attacker_size</th>\n",
       "      <th>defender_size</th>\n",
       "      <th>attacker_commander</th>\n",
       "      <th>defender_commander</th>\n",
       "      <th>summer</th>\n",
       "      <th>location</th>\n",
       "      <th>region</th>\n",
       "      <th>note</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battle of the Golden Tooth</td>\n",
       "      <td>298</td>\n",
       "      <td>1</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tully</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>pitched battle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>Jaime Lannister</td>\n",
       "      <td>Clement Piper, Vance</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Golden Tooth</td>\n",
       "      <td>The Westerlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Battle at the Mummer's Ford</td>\n",
       "      <td>298</td>\n",
       "      <td>2</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>ambush</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Gregor Clegane</td>\n",
       "      <td>Beric Dondarrion</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mummer's Ford</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Battle of Riverrun</td>\n",
       "      <td>298</td>\n",
       "      <td>3</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tully</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>win</td>\n",
       "      <td>pitched battle</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Jaime Lannister, Andros Brax</td>\n",
       "      <td>Edmure Tully, Tytos Blackwood</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Riverrun</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          name  year  battle_number             attacker_king  \\\n",
       "0   Battle of the Golden Tooth   298              1  Joffrey/Tommen Baratheon   \n",
       "1  Battle at the Mummer's Ford   298              2  Joffrey/Tommen Baratheon   \n",
       "2           Battle of Riverrun   298              3  Joffrey/Tommen Baratheon   \n",
       "\n",
       "  defender_king attacker_1 attacker_2 attacker_3 attacker_4 defender_1  \\\n",
       "0    Robb Stark  Lannister        NaN        NaN        NaN      Tully   \n",
       "1    Robb Stark  Lannister        NaN        NaN        NaN  Baratheon   \n",
       "2    Robb Stark  Lannister        NaN        NaN        NaN      Tully   \n",
       "\n",
       "  defender_2  defender_3  defender_4 attacker_outcome     battle_type  \\\n",
       "0        NaN         NaN         NaN              win  pitched battle   \n",
       "1        NaN         NaN         NaN              win          ambush   \n",
       "2        NaN         NaN         NaN              win  pitched battle   \n",
       "\n",
       "   major_death  major_capture  attacker_size  defender_size  \\\n",
       "0          1.0            0.0        15000.0         4000.0   \n",
       "1          1.0            0.0            NaN          120.0   \n",
       "2          0.0            1.0        15000.0        10000.0   \n",
       "\n",
       "             attacker_commander             defender_commander  summer  \\\n",
       "0               Jaime Lannister           Clement Piper, Vance     1.0   \n",
       "1                Gregor Clegane               Beric Dondarrion     1.0   \n",
       "2  Jaime Lannister, Andros Brax  Edmure Tully, Tytos Blackwood     1.0   \n",
       "\n",
       "        location           region note  \n",
       "0   Golden Tooth  The Westerlands  NaN  \n",
       "1  Mummer's Ford   The Riverlands  NaN  \n",
       "2       Riverrun   The Riverlands  NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battles.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# battles.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Allegiances</th>\n",
       "      <th>Death Year</th>\n",
       "      <th>Book of Death</th>\n",
       "      <th>Death Chapter</th>\n",
       "      <th>Book Intro Chapter</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Nobility</th>\n",
       "      <th>GoT</th>\n",
       "      <th>CoK</th>\n",
       "      <th>SoS</th>\n",
       "      <th>FfC</th>\n",
       "      <th>DwD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Addam Marbrand</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aegon Frey (Jinglebell)</td>\n",
       "      <td>None</td>\n",
       "      <td>299.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Aegon Targaryen</td>\n",
       "      <td>House Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name      Allegiances  Death Year  Book of Death  \\\n",
       "0           Addam Marbrand        Lannister         NaN            NaN   \n",
       "1  Aegon Frey (Jinglebell)             None       299.0            3.0   \n",
       "2          Aegon Targaryen  House Targaryen         NaN            NaN   \n",
       "\n",
       "   Death Chapter  Book Intro Chapter  Gender  Nobility  GoT  CoK  SoS  FfC  \\\n",
       "0            NaN                56.0       1         1    1    1    1    1   \n",
       "1           51.0                49.0       1         1    0    0    1    0   \n",
       "2            NaN                 5.0       1         1    0    0    0    0   \n",
       "\n",
       "   DwD  \n",
       "0    0  \n",
       "1    0  \n",
       "2    1  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_deaths.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S.No</th>\n",
       "      <th>actual</th>\n",
       "      <th>pred</th>\n",
       "      <th>alive</th>\n",
       "      <th>plod</th>\n",
       "      <th>name</th>\n",
       "      <th>title</th>\n",
       "      <th>male</th>\n",
       "      <th>culture</th>\n",
       "      <th>dateOfBirth</th>\n",
       "      <th>DateoFdeath</th>\n",
       "      <th>mother</th>\n",
       "      <th>father</th>\n",
       "      <th>heir</th>\n",
       "      <th>house</th>\n",
       "      <th>spouse</th>\n",
       "      <th>book1</th>\n",
       "      <th>book2</th>\n",
       "      <th>book3</th>\n",
       "      <th>book4</th>\n",
       "      <th>book5</th>\n",
       "      <th>isAliveMother</th>\n",
       "      <th>isAliveFather</th>\n",
       "      <th>isAliveHeir</th>\n",
       "      <th>isAliveSpouse</th>\n",
       "      <th>isMarried</th>\n",
       "      <th>isNoble</th>\n",
       "      <th>age</th>\n",
       "      <th>numDeadRelations</th>\n",
       "      <th>boolDeadRelations</th>\n",
       "      <th>isPopular</th>\n",
       "      <th>popularity</th>\n",
       "      <th>isAlive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.946</td>\n",
       "      <td>Viserys II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rhaenyra Targaryen</td>\n",
       "      <td>Daemon Targaryen</td>\n",
       "      <td>Aegon IV Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.605351</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.613</td>\n",
       "      <td>Walder Frey</td>\n",
       "      <td>Lord of the Crossing</td>\n",
       "      <td>1</td>\n",
       "      <td>Rivermen</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Frey</td>\n",
       "      <td>Perra Royce</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.896321</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.493</td>\n",
       "      <td>0.507</td>\n",
       "      <td>Addison Hill</td>\n",
       "      <td>Ser</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Swyft</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.267559</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   S.No  actual  pred  alive   plod                  name  \\\n",
       "0     1       0     0  0.054  0.946  Viserys II Targaryen   \n",
       "1     2       1     0  0.387  0.613           Walder Frey   \n",
       "2     3       1     0  0.493  0.507          Addison Hill   \n",
       "\n",
       "                  title  male   culture  dateOfBirth  DateoFdeath  \\\n",
       "0                   NaN     1       NaN          NaN          NaN   \n",
       "1  Lord of the Crossing     1  Rivermen        208.0          NaN   \n",
       "2                   Ser     1       NaN          NaN          NaN   \n",
       "\n",
       "               mother            father                heir        house  \\\n",
       "0  Rhaenyra Targaryen  Daemon Targaryen  Aegon IV Targaryen          NaN   \n",
       "1                 NaN               NaN                 NaN   House Frey   \n",
       "2                 NaN               NaN                 NaN  House Swyft   \n",
       "\n",
       "        spouse  book1  book2  book3  book4  book5  isAliveMother  \\\n",
       "0          NaN      0      0      0      0      0            1.0   \n",
       "1  Perra Royce      1      1      1      1      1            NaN   \n",
       "2          NaN      0      0      0      1      0            NaN   \n",
       "\n",
       "   isAliveFather  isAliveHeir  isAliveSpouse  isMarried  isNoble   age  \\\n",
       "0            0.0          0.0            NaN          0        0   NaN   \n",
       "1            NaN          NaN            1.0          1        1  97.0   \n",
       "2            NaN          NaN            NaN          0        1   NaN   \n",
       "\n",
       "   numDeadRelations  boolDeadRelations  isPopular  popularity  isAlive  \n",
       "0                11                  1          1    0.605351        0  \n",
       "1                 1                  1          1    0.896321        1  \n",
       "2                 0                  0          0    0.267559        1  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Joffrey/Tommen Baratheon' 'Robb Stark' 'Balon/Euron Greyjoy'\n",
      " 'Stannis Baratheon' nan]\n",
      "['Robb Stark' 'Joffrey/Tommen Baratheon' 'Balon/Euron Greyjoy'\n",
      " 'Renly Baratheon' nan 'Mance Rayder' 'Stannis Baratheon']\n",
      "['Lannister' 'Stark' 'Greyjoy' 'Bolton' 'Baratheon' 'Darry'\n",
      " 'Brotherhood without Banners' 'Frey' 'Free folk' 'Brave Companions'\n",
      " 'Bracken']\n",
      "['Tully' 'Baratheon' 'Lannister' 'Darry' 'Stark' 'Greyjoy'\n",
      " 'Brave Companions' 'Mallister' \"Night's Watch\" nan 'Tyrell' 'Blackwood'\n",
      " 'Bolton']\n"
     ]
    }
   ],
   "source": [
    "print(battles.attacker_king.unique())\n",
    "print(battles.defender_king.unique())\n",
    "print(battles.attacker_1.unique())\n",
    "print(battles.defender_1.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aegon Frey (Jinglebell)</td>\n",
       "      <td>None</td>\n",
       "      <td>299.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Aegon Targaryen</td>\n",
       "      <td>House Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adrack Humble</td>\n",
       "      <td>House Greyjoy</td>\n",
       "      <td>300.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Aemon Costayne</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>Zollo</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>Yurkhaz zo Yunzak</td>\n",
       "      <td>None</td>\n",
       "      <td>300.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>Yezzan Zo Qaggaz</td>\n",
       "      <td>None</td>\n",
       "      <td>300.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>Torwynd the Tame</td>\n",
       "      <td>Wildling</td>\n",
       "      <td>300.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Talbert Serry</td>\n",
       "      <td>Tyrell</td>\n",
       "      <td>300.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>917 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name      Allegiances  Death Year  Book of Death  \\\n",
       "0             Addam Marbrand        Lannister         NaN            NaN   \n",
       "1    Aegon Frey (Jinglebell)             None       299.0            3.0   \n",
       "2            Aegon Targaryen  House Targaryen         NaN            NaN   \n",
       "3              Adrack Humble    House Greyjoy       300.0            5.0   \n",
       "4             Aemon Costayne        Lannister         NaN            NaN   \n",
       "..                       ...              ...         ...            ...   \n",
       "912                    Zollo             None         NaN            NaN   \n",
       "913        Yurkhaz zo Yunzak             None       300.0            5.0   \n",
       "914         Yezzan Zo Qaggaz             None       300.0            5.0   \n",
       "915         Torwynd the Tame         Wildling       300.0            5.0   \n",
       "916            Talbert Serry           Tyrell       300.0            4.0   \n",
       "\n",
       "     Death Chapter  Book Intro Chapter  Gender  Nobility  GoT  CoK  SoS  FfC  \\\n",
       "0              NaN                56.0       1         1    1    1    1    1   \n",
       "1             51.0                49.0       1         1    0    0    1    0   \n",
       "2              NaN                 5.0       1         1    0    0    0    0   \n",
       "3             20.0                20.0       1         1    0    0    0    0   \n",
       "4              NaN                 NaN       1         1    0    0    1    0   \n",
       "..             ...                 ...     ...       ...  ...  ...  ...  ...   \n",
       "912            NaN                21.0       1         0    0    0    1    0   \n",
       "913           59.0                47.0       1         0    0    0    0    0   \n",
       "914           57.0                25.0       1         1    0    0    0    0   \n",
       "915           73.0                73.0       1         0    0    0    1    0   \n",
       "916           29.0                29.0       1         1    0    0    0    1   \n",
       "\n",
       "     DwD  \n",
       "0      0  \n",
       "1      0  \n",
       "2      1  \n",
       "3      1  \n",
       "4      0  \n",
       "..   ...  \n",
       "912    0  \n",
       "913    1  \n",
       "914    1  \n",
       "915    0  \n",
       "916    0  \n",
       "\n",
       "[917 rows x 13 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_deaths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 917 entries, 0 to 916\n",
      "Data columns (total 13 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Name                917 non-null    object \n",
      " 1   Allegiances         917 non-null    object \n",
      " 2   Death Year          305 non-null    float64\n",
      " 3   Book of Death       307 non-null    float64\n",
      " 4   Death Chapter       299 non-null    float64\n",
      " 5   Book Intro Chapter  905 non-null    float64\n",
      " 6   Gender              917 non-null    int64  \n",
      " 7   Nobility            917 non-null    int64  \n",
      " 8   GoT                 917 non-null    int64  \n",
      " 9   CoK                 917 non-null    int64  \n",
      " 10  SoS                 917 non-null    int64  \n",
      " 11  FfC                 917 non-null    int64  \n",
      " 12  DwD                 917 non-null    int64  \n",
      "dtypes: float64(4), int64(7), object(2)\n",
      "memory usage: 93.3+ KB\n"
     ]
    }
   ],
   "source": [
    "char_deaths.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1097"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(char_pred['name']) - set(char_deaths['Name']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Lannister', 'None', 'House Targaryen', 'House Greyjoy',\n",
       "       'Baratheon', \"Night's Watch\", 'Arryn', 'House Stark',\n",
       "       'House Tyrell', 'Tyrell', 'Stark', 'Greyjoy', 'House Lannister',\n",
       "       'Martell', 'House Martell', 'Wildling', 'Targaryen', 'House Arryn',\n",
       "       'House Tully', 'Tully', 'House Baratheon'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_deaths['Allegiances'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Allegiances'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "death_by_allegiance = char_deaths.groupby('Allegiances')['Name'].count().sort_values()\n",
    "death_by_allegiance.plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
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       "             Name Allegiances  Death Year  Book of Death  Death Chapter  \\\n",
       "0  Addam Marbrand   Lannister         NaN            NaN            NaN   \n",
       "\n",
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    "char_deaths[char_deaths['Name'] == 'Addam Marbrand'] "
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  {
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   "execution_count": 21,
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   "execution_count": 22,
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       "            Name Allegiances  Death Year  Book of Death  Death Chapter  \\\n",
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   "execution_count": 23,
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       "      <td>NaN</td>\n",
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       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.030100</td>\n",
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       "      <th>1944</th>\n",
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       "      <td>0.637</td>\n",
       "      <td>0.363</td>\n",
       "      <td>Coldhands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Three-eyed crow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.130435</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>1946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.093</td>\n",
       "      <td>0.907</td>\n",
       "      <td>Tytos Lannister</td>\n",
       "      <td>Casterly Rock</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Lannister</td>\n",
       "      <td>Jeyne Marbrand</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>47.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.210702</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1946 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      S.No  actual  pred  alive   plod                  name  \\\n",
       "0        1       0     0  0.054  0.946  Viserys II Targaryen   \n",
       "1        2       1     0  0.387  0.613           Walder Frey   \n",
       "2        3       1     0  0.493  0.507          Addison Hill   \n",
       "3        4       0     0  0.076  0.924           Aemma Arryn   \n",
       "4        5       1     1  0.617  0.383        Sylva Santagar   \n",
       "...    ...     ...   ...    ...    ...                   ...   \n",
       "1941  1942       0     1  0.803  0.197                 Luwin   \n",
       "1942  1943       0     1  0.987  0.013                  Reek   \n",
       "1943  1944       1     1  0.520  0.480      Symeon Star-Eyes   \n",
       "1944  1945       1     1  0.637  0.363             Coldhands   \n",
       "1945  1946       0     0  0.093  0.907       Tytos Lannister   \n",
       "\n",
       "                     title  male   culture  dateOfBirth  DateoFdeath  \\\n",
       "0                      NaN     1       NaN          NaN          NaN   \n",
       "1     Lord of the Crossing     1  Rivermen        208.0          NaN   \n",
       "2                      Ser     1       NaN          NaN          NaN   \n",
       "3                    Queen     0       NaN         82.0        105.0   \n",
       "4               Greenstone     0   Dornish        276.0          NaN   \n",
       "...                    ...   ...       ...          ...          ...   \n",
       "1941                   NaN     1  Westeros          NaN        299.0   \n",
       "1942                   NaN     1       NaN          NaN        299.0   \n",
       "1943                   NaN     1       NaN          NaN          NaN   \n",
       "1944                   NaN     1       NaN          NaN          NaN   \n",
       "1945         Casterly Rock     1       NaN        220.0        267.0   \n",
       "\n",
       "                  mother            father                heir  \\\n",
       "0     Rhaenyra Targaryen  Daemon Targaryen  Aegon IV Targaryen   \n",
       "1                    NaN               NaN                 NaN   \n",
       "2                    NaN               NaN                 NaN   \n",
       "3                    NaN               NaN                 NaN   \n",
       "4                    NaN               NaN                 NaN   \n",
       "...                  ...               ...                 ...   \n",
       "1941                 NaN               NaN                 NaN   \n",
       "1942                 NaN               NaN                 NaN   \n",
       "1943                 NaN               NaN                 NaN   \n",
       "1944                 NaN               NaN                 NaN   \n",
       "1945                 NaN               NaN                 NaN   \n",
       "\n",
       "                house               spouse  book1  book2  book3  book4  book5  \\\n",
       "0                 NaN                  NaN      0      0      0      0      0   \n",
       "1          House Frey          Perra Royce      1      1      1      1      1   \n",
       "2         House Swyft                  NaN      0      0      0      1      0   \n",
       "3         House Arryn  Viserys I Targaryen      0      0      0      0      0   \n",
       "4      House Santagar      Eldon Estermont      0      0      0      1      0   \n",
       "...               ...                  ...    ...    ...    ...    ...    ...   \n",
       "1941      House Stark                  NaN      1      1      1      1      1   \n",
       "1942     House Bolton                  NaN      0      1      0      1      1   \n",
       "1943              NaN                  NaN      1      1      1      1      1   \n",
       "1944  Three-eyed crow                  NaN      0      0      1      1      1   \n",
       "1945  House Lannister       Jeyne Marbrand      0      0      1      1      1   \n",
       "\n",
       "      isAliveMother  isAliveFather  isAliveHeir  isAliveSpouse  isMarried  \\\n",
       "0               1.0            0.0          0.0            NaN          0   \n",
       "1               NaN            NaN          NaN            1.0          1   \n",
       "2               NaN            NaN          NaN            NaN          0   \n",
       "3               NaN            NaN          NaN            0.0          1   \n",
       "4               NaN            NaN          NaN            1.0          1   \n",
       "...             ...            ...          ...            ...        ...   \n",
       "1941            NaN            NaN          NaN            NaN          0   \n",
       "1942            NaN            NaN          NaN            NaN          0   \n",
       "1943            NaN            NaN          NaN            NaN          0   \n",
       "1944            NaN            NaN          NaN            NaN          0   \n",
       "1945            NaN            NaN          NaN            1.0          1   \n",
       "\n",
       "      isNoble   age  numDeadRelations  boolDeadRelations  isPopular  \\\n",
       "0           0   NaN                11                  1          1   \n",
       "1           1  97.0                 1                  1          1   \n",
       "2           1   NaN                 0                  0          0   \n",
       "3           1  23.0                 0                  0          0   \n",
       "4           1  29.0                 0                  0          0   \n",
       "...       ...   ...               ...                ...        ...   \n",
       "1941        0   NaN                 0                  0          1   \n",
       "1942        0   NaN                 0                  0          0   \n",
       "1943        0   NaN                 0                  0          0   \n",
       "1944        0   NaN                 0                  0          0   \n",
       "1945        1  47.0                 4                  1          0   \n",
       "\n",
       "      popularity  isAlive  \n",
       "0       0.605351        0  \n",
       "1       0.896321        1  \n",
       "2       0.267559        1  \n",
       "3       0.183946        0  \n",
       "4       0.043478        1  \n",
       "...          ...      ...  \n",
       "1941    0.351171        0  \n",
       "1942    0.096990        0  \n",
       "1943    0.030100        1  \n",
       "1944    0.130435        1  \n",
       "1945    0.210702        0  \n",
       "\n",
       "[1946 rows x 33 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['S.No', 'actual', 'pred', 'alive', 'plod', 'name', 'title', 'male',\n",
       "       'culture', 'dateOfBirth', 'DateoFdeath', 'mother', 'father', 'heir',\n",
       "       'house', 'spouse', 'book1', 'book2', 'book3', 'book4', 'book5',\n",
       "       'isAliveMother', 'isAliveFather', 'isAliveHeir', 'isAliveSpouse',\n",
       "       'isMarried', 'isNoble', 'age', 'numDeadRelations', 'boolDeadRelations',\n",
       "       'isPopular', 'popularity', 'isAlive'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "S.No                -0.128712\n",
       "actual               0.997291\n",
       "pred                 0.356483\n",
       "alive                0.417318\n",
       "plod                -0.417318\n",
       "male                -0.146982\n",
       "dateOfBirth         -0.085863\n",
       "DateoFdeath               NaN\n",
       "book1               -0.147401\n",
       "book2               -0.067200\n",
       "book3                0.006693\n",
       "book4                0.268975\n",
       "book5                0.032846\n",
       "isAliveMother       -0.043033\n",
       "isAliveFather        0.195992\n",
       "isAliveHeir          0.384900\n",
       "isAliveSpouse        0.174275\n",
       "isMarried           -0.050037\n",
       "isNoble             -0.042211\n",
       "age                  0.087264\n",
       "numDeadRelations    -0.192444\n",
       "boolDeadRelations   -0.193736\n",
       "isPopular           -0.153860\n",
       "popularity          -0.183223\n",
       "isAlive              1.000000\n",
       "Name: isAlive, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred.corr()['isAlive']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1946 entries, 0 to 1945\n",
      "Data columns (total 33 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   S.No               1946 non-null   int64  \n",
      " 1   actual             1946 non-null   int64  \n",
      " 2   pred               1946 non-null   int64  \n",
      " 3   alive              1946 non-null   float64\n",
      " 4   plod               1946 non-null   float64\n",
      " 5   name               1946 non-null   object \n",
      " 6   title              938 non-null    object \n",
      " 7   male               1946 non-null   int64  \n",
      " 8   culture            677 non-null    object \n",
      " 9   dateOfBirth        433 non-null    float64\n",
      " 10  DateoFdeath        444 non-null    float64\n",
      " 11  mother             21 non-null     object \n",
      " 12  father             26 non-null     object \n",
      " 13  heir               23 non-null     object \n",
      " 14  house              1519 non-null   object \n",
      " 15  spouse             276 non-null    object \n",
      " 16  book1              1946 non-null   int64  \n",
      " 17  book2              1946 non-null   int64  \n",
      " 18  book3              1946 non-null   int64  \n",
      " 19  book4              1946 non-null   int64  \n",
      " 20  book5              1946 non-null   int64  \n",
      " 21  isAliveMother      21 non-null     float64\n",
      " 22  isAliveFather      26 non-null     float64\n",
      " 23  isAliveHeir        23 non-null     float64\n",
      " 24  isAliveSpouse      276 non-null    float64\n",
      " 25  isMarried          1946 non-null   int64  \n",
      " 26  isNoble            1946 non-null   int64  \n",
      " 27  age                433 non-null    float64\n",
      " 28  numDeadRelations   1946 non-null   int64  \n",
      " 29  boolDeadRelations  1946 non-null   int64  \n",
      " 30  isPopular          1946 non-null   int64  \n",
      " 31  popularity         1946 non-null   float64\n",
      " 32  isAlive            1946 non-null   int64  \n",
      "dtypes: float64(10), int64(15), object(8)\n",
      "memory usage: 501.8+ KB\n"
     ]
    }
   ],
   "source": [
    "char_pred.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S.No</th>\n",
       "      <th>actual</th>\n",
       "      <th>pred</th>\n",
       "      <th>alive</th>\n",
       "      <th>plod</th>\n",
       "      <th>name</th>\n",
       "      <th>title</th>\n",
       "      <th>male</th>\n",
       "      <th>culture</th>\n",
       "      <th>dateOfBirth</th>\n",
       "      <th>DateoFdeath</th>\n",
       "      <th>mother</th>\n",
       "      <th>father</th>\n",
       "      <th>heir</th>\n",
       "      <th>house</th>\n",
       "      <th>spouse</th>\n",
       "      <th>book1</th>\n",
       "      <th>book2</th>\n",
       "      <th>book3</th>\n",
       "      <th>book4</th>\n",
       "      <th>book5</th>\n",
       "      <th>isAliveMother</th>\n",
       "      <th>isAliveFather</th>\n",
       "      <th>isAliveHeir</th>\n",
       "      <th>isAliveSpouse</th>\n",
       "      <th>isMarried</th>\n",
       "      <th>isNoble</th>\n",
       "      <th>age</th>\n",
       "      <th>numDeadRelations</th>\n",
       "      <th>boolDeadRelations</th>\n",
       "      <th>isPopular</th>\n",
       "      <th>popularity</th>\n",
       "      <th>isAlive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.613</td>\n",
       "      <td>Walder Frey</td>\n",
       "      <td>Lord of the Crossing</td>\n",
       "      <td>1</td>\n",
       "      <td>Rivermen</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Frey</td>\n",
       "      <td>Perra Royce</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.896321</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.383</td>\n",
       "      <td>Sylva Santagar</td>\n",
       "      <td>Greenstone</td>\n",
       "      <td>0</td>\n",
       "      <td>Dornish</td>\n",
       "      <td>276.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Santagar</td>\n",
       "      <td>Eldon Estermont</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.724</td>\n",
       "      <td>0.276</td>\n",
       "      <td>Wilbert</td>\n",
       "      <td>Ser</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.006689</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.833</td>\n",
       "      <td>Will</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Night's Watch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.163880</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.015</td>\n",
       "      <td>Will (orphan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003344</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>1938</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.845</td>\n",
       "      <td>Symon Silver Tongue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>299.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.046823</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>1939</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.201</td>\n",
       "      <td>0.799</td>\n",
       "      <td>Moqorro</td>\n",
       "      <td>Slave of R'hllor</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>R'hllor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.123746</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1941</th>\n",
       "      <td>1942</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.197</td>\n",
       "      <td>Luwin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Westeros</td>\n",
       "      <td>NaN</td>\n",
       "      <td>299.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Stark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.351171</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>1943</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.987</td>\n",
       "      <td>0.013</td>\n",
       "      <td>Reek</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>299.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Bolton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.096990</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>1945</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.363</td>\n",
       "      <td>Coldhands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Three-eyed crow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.130435</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>849 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      S.No  actual  pred  alive   plod                 name  \\\n",
       "1        2       1     0  0.387  0.613          Walder Frey   \n",
       "4        5       1     1  0.617  0.383       Sylva Santagar   \n",
       "8        9       0     1  0.724  0.276              Wilbert   \n",
       "10      11       0     0  0.167  0.833                 Will   \n",
       "11      12       1     1  0.985  0.015        Will (orphan)   \n",
       "...    ...     ...   ...    ...    ...                  ...   \n",
       "1937  1938       0     0  0.155  0.845  Symon Silver Tongue   \n",
       "1938  1939       1     0  0.201  0.799              Moqorro   \n",
       "1941  1942       0     1  0.803  0.197                Luwin   \n",
       "1942  1943       0     1  0.987  0.013                 Reek   \n",
       "1944  1945       1     1  0.637  0.363            Coldhands   \n",
       "\n",
       "                     title  male   culture  dateOfBirth  DateoFdeath mother  \\\n",
       "1     Lord of the Crossing     1  Rivermen        208.0          NaN    NaN   \n",
       "4               Greenstone     0   Dornish        276.0          NaN    NaN   \n",
       "8                      Ser     1       NaN          NaN        298.0    NaN   \n",
       "10                     NaN     1       NaN          NaN        297.0    NaN   \n",
       "11                     NaN     0       NaN          NaN          NaN    NaN   \n",
       "...                    ...   ...       ...          ...          ...    ...   \n",
       "1937                   NaN     1       NaN          NaN        299.0    NaN   \n",
       "1938      Slave of R'hllor     1       NaN          NaN          NaN    NaN   \n",
       "1941                   NaN     1  Westeros          NaN        299.0    NaN   \n",
       "1942                   NaN     1       NaN          NaN        299.0    NaN   \n",
       "1944                   NaN     1       NaN          NaN          NaN    NaN   \n",
       "\n",
       "     father heir            house           spouse  book1  book2  book3  \\\n",
       "1       NaN  NaN       House Frey      Perra Royce      1      1      1   \n",
       "4       NaN  NaN   House Santagar  Eldon Estermont      0      0      0   \n",
       "8       NaN  NaN              NaN              NaN      0      0      1   \n",
       "10      NaN  NaN    Night's Watch              NaN      1      1      0   \n",
       "11      NaN  NaN              NaN              NaN      0      0      0   \n",
       "...     ...  ...              ...              ...    ...    ...    ...   \n",
       "1937    NaN  NaN              NaN              NaN      0      1      1   \n",
       "1938    NaN  NaN          R'hllor              NaN      0      0      0   \n",
       "1941    NaN  NaN      House Stark              NaN      1      1      1   \n",
       "1942    NaN  NaN     House Bolton              NaN      0      1      0   \n",
       "1944    NaN  NaN  Three-eyed crow              NaN      0      0      1   \n",
       "\n",
       "      book4  book5  isAliveMother  isAliveFather  isAliveHeir  isAliveSpouse  \\\n",
       "1         1      1            NaN            NaN          NaN            1.0   \n",
       "4         1      0            NaN            NaN          NaN            1.0   \n",
       "8         0      0            NaN            NaN          NaN            NaN   \n",
       "10        0      0            NaN            NaN          NaN            NaN   \n",
       "11        1      0            NaN            NaN          NaN            NaN   \n",
       "...     ...    ...            ...            ...          ...            ...   \n",
       "1937      0      1            NaN            NaN          NaN            NaN   \n",
       "1938      0      1            NaN            NaN          NaN            NaN   \n",
       "1941      1      1            NaN            NaN          NaN            NaN   \n",
       "1942      1      1            NaN            NaN          NaN            NaN   \n",
       "1944      1      1            NaN            NaN          NaN            NaN   \n",
       "\n",
       "      isMarried  isNoble   age  numDeadRelations  boolDeadRelations  \\\n",
       "1             1        1  97.0                 1                  1   \n",
       "4             1        1  29.0                 0                  0   \n",
       "8             0        1   NaN                 0                  0   \n",
       "10            0        0   NaN                 0                  0   \n",
       "11            0        0   NaN                 0                  0   \n",
       "...         ...      ...   ...               ...                ...   \n",
       "1937          0        0   NaN                 0                  0   \n",
       "1938          0        1   NaN                 0                  0   \n",
       "1941          0        0   NaN                 0                  0   \n",
       "1942          0        0   NaN                 0                  0   \n",
       "1944          0        0   NaN                 0                  0   \n",
       "\n",
       "      isPopular  popularity  isAlive  \n",
       "1             1    0.896321        1  \n",
       "4             0    0.043478        1  \n",
       "8             0    0.006689        0  \n",
       "10            0    0.163880        0  \n",
       "11            0    0.003344        1  \n",
       "...         ...         ...      ...  \n",
       "1937          0    0.046823        0  \n",
       "1938          0    0.123746        1  \n",
       "1941          1    0.351171        0  \n",
       "1942          0    0.096990        0  \n",
       "1944          0    0.130435        1  \n",
       "\n",
       "[849 rows x 33 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filtering Characters that swore allegiance \n",
    "char_pred[char_pred['name'].isin(list(char_deaths['Name']))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n"
     ]
    }
   ],
   "source": [
    "print(len(char_pred[~(char_pred['father'].isna())]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S.No</th>\n",
       "      <th>actual</th>\n",
       "      <th>pred</th>\n",
       "      <th>alive</th>\n",
       "      <th>plod</th>\n",
       "      <th>name</th>\n",
       "      <th>title</th>\n",
       "      <th>male</th>\n",
       "      <th>culture</th>\n",
       "      <th>dateOfBirth</th>\n",
       "      <th>DateoFdeath</th>\n",
       "      <th>mother</th>\n",
       "      <th>father</th>\n",
       "      <th>heir</th>\n",
       "      <th>house</th>\n",
       "      <th>spouse</th>\n",
       "      <th>book1</th>\n",
       "      <th>book2</th>\n",
       "      <th>book3</th>\n",
       "      <th>book4</th>\n",
       "      <th>book5</th>\n",
       "      <th>isAliveMother</th>\n",
       "      <th>isAliveFather</th>\n",
       "      <th>isAliveHeir</th>\n",
       "      <th>isAliveSpouse</th>\n",
       "      <th>isMarried</th>\n",
       "      <th>isNoble</th>\n",
       "      <th>age</th>\n",
       "      <th>numDeadRelations</th>\n",
       "      <th>boolDeadRelations</th>\n",
       "      <th>isPopular</th>\n",
       "      <th>popularity</th>\n",
       "      <th>isAlive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.946</td>\n",
       "      <td>Viserys II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rhaenyra Targaryen</td>\n",
       "      <td>Daemon Targaryen</td>\n",
       "      <td>Aegon IV Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.605351</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.021</td>\n",
       "      <td>0.979</td>\n",
       "      <td>Tommen Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cersei Lannister</td>\n",
       "      <td>Robert Baratheon</td>\n",
       "      <td>Myrcella Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.964</td>\n",
       "      <td>Viserys I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alyssa Targaryen</td>\n",
       "      <td>Baelon Targaryen</td>\n",
       "      <td>Rhaenyra Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.678930</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.397</td>\n",
       "      <td>0.603</td>\n",
       "      <td>Joffrey Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cersei Lannister</td>\n",
       "      <td>Robert Baratheon</td>\n",
       "      <td>Tommen Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.069</td>\n",
       "      <td>0.931</td>\n",
       "      <td>Maegor I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Visenya Targaryen</td>\n",
       "      <td>Aegon I Targaryen</td>\n",
       "      <td>Jaehaerys Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.705686</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.964</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Catelyn Stark</td>\n",
       "      <td>Eddard Stark</td>\n",
       "      <td>Bran Stark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>173</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.964</td>\n",
       "      <td>Stannis Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cassana Estermont</td>\n",
       "      <td>Steffon Baratheon</td>\n",
       "      <td>Shireen Baratheon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>212</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.339</td>\n",
       "      <td>Tristifer V Mudd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tristifer IV Mudd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.016722</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>281</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.110</td>\n",
       "      <td>0.890</td>\n",
       "      <td>Aegon I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valaena Velaryon</td>\n",
       "      <td>Aerion Targaryen</td>\n",
       "      <td>Aenys Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>282</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.969</td>\n",
       "      <td>Aegon II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alicent Hightower</td>\n",
       "      <td>Viserys I Targaryen</td>\n",
       "      <td>Jaehaerys Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.759197</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>285</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.997</td>\n",
       "      <td>Aegon III Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Valyrian</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rhaenyra Targaryen</td>\n",
       "      <td>Daemon Targaryen</td>\n",
       "      <td>Daeron I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.625418</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>290</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.969</td>\n",
       "      <td>Aenys I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rhaenys Targaryen</td>\n",
       "      <td>Aegon I Targaryen</td>\n",
       "      <td>Aegon Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.571906</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>295</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.930</td>\n",
       "      <td>Aerys I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mariah Martell</td>\n",
       "      <td>Daeron II Targaryen</td>\n",
       "      <td>Rhaegel Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.622074</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.110</td>\n",
       "      <td>0.890</td>\n",
       "      <td>Aerys II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shaera Targaryen</td>\n",
       "      <td>Jaehaerys II Targaryen</td>\n",
       "      <td>Rhaegar Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>376</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.915</td>\n",
       "      <td>Brandon Stark (Burner)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Northmen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brandon Stark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.033445</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>433</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.037</td>\n",
       "      <td>0.963</td>\n",
       "      <td>Daeron I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Daenaera Velaryon</td>\n",
       "      <td>Aegon III Targaryen</td>\n",
       "      <td>Baelor I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.518395</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>439</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.930</td>\n",
       "      <td>Daeron II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Naerys Targaryen</td>\n",
       "      <td>Aegon IV Targaryen</td>\n",
       "      <td>Baelor 'Breakspear' Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.765886</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>507</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.942</td>\n",
       "      <td>Euron Greyjoy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Ironborn</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lady of House Sunderly</td>\n",
       "      <td>Quellon Greyjoy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.739130</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>593</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.152</td>\n",
       "      <td>0.848</td>\n",
       "      <td>Harwyn Hoare</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qhorwyn Hoare</td>\n",
       "      <td>Halleck Hoare</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100334</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.207</td>\n",
       "      <td>0.793</td>\n",
       "      <td>Jaehaerys II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Betha Blackwood</td>\n",
       "      <td>Aegon V Targaryen</td>\n",
       "      <td>Aerys II Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.494983</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>623</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.991</td>\n",
       "      <td>Jaehaerys I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alyssa Velaryon</td>\n",
       "      <td>Aenys I Targaryen</td>\n",
       "      <td>Aemon Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.658863</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513</th>\n",
       "      <td>1514</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.781</td>\n",
       "      <td>0.219</td>\n",
       "      <td>Harren Hoare</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Ironborn</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Halleck Hoare</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.204013</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>1621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.930</td>\n",
       "      <td>Aegon V Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dyanna Dayne</td>\n",
       "      <td>Maekar I Targaryen</td>\n",
       "      <td>Duncan Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.695652</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1646</th>\n",
       "      <td>1647</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.357</td>\n",
       "      <td>0.643</td>\n",
       "      <td>Balon Greyjoy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quellon Greyjoy</td>\n",
       "      <td>Theon Greyjoy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.739130</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>1649</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.967</td>\n",
       "      <td>Baelor I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Daenaera Velaryon</td>\n",
       "      <td>Aegon III Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.501672</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900</th>\n",
       "      <td>1901</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.950</td>\n",
       "      <td>Alysanne Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alyssa Velaryon</td>\n",
       "      <td>Aenys I Targaryen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.277592</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      S.No  actual  pred  alive   plod                    name title  male  \\\n",
       "0        1       0     0  0.054  0.946    Viserys II Targaryen   NaN     1   \n",
       "5        6       1     0  0.021  0.979        Tommen Baratheon   NaN     1   \n",
       "7        8       0     0  0.036  0.964     Viserys I Targaryen   NaN     1   \n",
       "50      51       0     0  0.397  0.603       Joffrey Baratheon   NaN     1   \n",
       "53      54       0     0  0.069  0.931      Maegor I Targaryen   NaN     1   \n",
       "101    102       0     0  0.036  0.964              Robb Stark   NaN     1   \n",
       "172    173       1     0  0.036  0.964       Stannis Baratheon   NaN     1   \n",
       "211    212       1     1  0.661  0.339        Tristifer V Mudd   NaN     1   \n",
       "280    281       0     0  0.110  0.890       Aegon I Targaryen   NaN     1   \n",
       "281    282       0     0  0.031  0.969      Aegon II Targaryen   NaN     1   \n",
       "284    285       0     0  0.003  0.997     Aegon III Targaryen   NaN     1   \n",
       "289    290       0     0  0.031  0.969       Aenys I Targaryen   NaN     1   \n",
       "294    295       0     0  0.070  0.930       Aerys I Targaryen   NaN     1   \n",
       "296    297       0     0  0.110  0.890      Aerys II Targaryen   NaN     1   \n",
       "375    376       1     0  0.085  0.915  Brandon Stark (Burner)   NaN     1   \n",
       "432    433       0     0  0.037  0.963      Daeron I Targaryen   NaN     1   \n",
       "438    439       0     0  0.070  0.930     Daeron II Targaryen   NaN     1   \n",
       "506    507       1     0  0.058  0.942           Euron Greyjoy   NaN     1   \n",
       "592    593       1     0  0.152  0.848            Harwyn Hoare   NaN     1   \n",
       "620    621       0     0  0.207  0.793  Jaehaerys II Targaryen   NaN     1   \n",
       "622    623       0     0  0.009  0.991   Jaehaerys I Targaryen   NaN     1   \n",
       "1513  1514       0     1  0.781  0.219            Harren Hoare   NaN     1   \n",
       "1620  1621       0     0  0.070  0.930       Aegon V Targaryen   NaN     1   \n",
       "1646  1647       0     0  0.357  0.643           Balon Greyjoy   NaN     1   \n",
       "1648  1649       0     0  0.033  0.967      Baelor I Targaryen   NaN     1   \n",
       "1900  1901       0     0  0.050  0.950      Alysanne Targaryen   NaN     0   \n",
       "\n",
       "       culture  dateOfBirth  DateoFdeath                  mother  \\\n",
       "0          NaN          NaN          NaN      Rhaenyra Targaryen   \n",
       "5          NaN          NaN          NaN        Cersei Lannister   \n",
       "7          NaN          NaN          NaN        Alyssa Targaryen   \n",
       "50         NaN          NaN          NaN        Cersei Lannister   \n",
       "53         NaN          NaN          NaN       Visenya Targaryen   \n",
       "101        NaN          NaN          NaN           Catelyn Stark   \n",
       "172        NaN          NaN          NaN       Cassana Estermont   \n",
       "211        NaN          NaN          NaN                     NaN   \n",
       "280        NaN          NaN          NaN        Valaena Velaryon   \n",
       "281        NaN          NaN          NaN       Alicent Hightower   \n",
       "284   Valyrian          NaN          NaN      Rhaenyra Targaryen   \n",
       "289        NaN          NaN          NaN       Rhaenys Targaryen   \n",
       "294        NaN          NaN          NaN          Mariah Martell   \n",
       "296        NaN          NaN          NaN        Shaera Targaryen   \n",
       "375   Northmen          NaN          NaN                     NaN   \n",
       "432        NaN          NaN          NaN       Daenaera Velaryon   \n",
       "438        NaN          NaN          NaN        Naerys Targaryen   \n",
       "506   Ironborn          NaN          NaN  Lady of House Sunderly   \n",
       "592        NaN          NaN          NaN                     NaN   \n",
       "620        NaN          NaN          NaN         Betha Blackwood   \n",
       "622        NaN          NaN          NaN         Alyssa Velaryon   \n",
       "1513  Ironborn          NaN          NaN                     NaN   \n",
       "1620       NaN          NaN          NaN            Dyanna Dayne   \n",
       "1646       NaN          NaN          NaN                     NaN   \n",
       "1648       NaN          NaN          NaN       Daenaera Velaryon   \n",
       "1900       NaN          NaN          NaN         Alyssa Velaryon   \n",
       "\n",
       "                      father                           heir house spouse  \\\n",
       "0           Daemon Targaryen             Aegon IV Targaryen   NaN    NaN   \n",
       "5           Robert Baratheon             Myrcella Baratheon   NaN    NaN   \n",
       "7           Baelon Targaryen             Rhaenyra Targaryen   NaN    NaN   \n",
       "50          Robert Baratheon               Tommen Baratheon   NaN    NaN   \n",
       "53         Aegon I Targaryen            Jaehaerys Targaryen   NaN    NaN   \n",
       "101             Eddard Stark                     Bran Stark   NaN    NaN   \n",
       "172        Steffon Baratheon              Shireen Baratheon   NaN    NaN   \n",
       "211        Tristifer IV Mudd                            NaN   NaN    NaN   \n",
       "280         Aerion Targaryen                Aenys Targaryen   NaN    NaN   \n",
       "281      Viserys I Targaryen            Jaehaerys Targaryen   NaN    NaN   \n",
       "284         Daemon Targaryen             Daeron I Targaryen   NaN    NaN   \n",
       "289        Aegon I Targaryen                Aegon Targaryen   NaN    NaN   \n",
       "294      Daeron II Targaryen              Rhaegel Targaryen   NaN    NaN   \n",
       "296   Jaehaerys II Targaryen              Rhaegar Targaryen   NaN    NaN   \n",
       "375            Brandon Stark                            NaN   NaN    NaN   \n",
       "432      Aegon III Targaryen             Baelor I Targaryen   NaN    NaN   \n",
       "438       Aegon IV Targaryen  Baelor 'Breakspear' Targaryen   NaN    NaN   \n",
       "506          Quellon Greyjoy                            NaN   NaN    NaN   \n",
       "592            Qhorwyn Hoare                  Halleck Hoare   NaN    NaN   \n",
       "620        Aegon V Targaryen             Aerys II Targaryen   NaN    NaN   \n",
       "622        Aenys I Targaryen                Aemon Targaryen   NaN    NaN   \n",
       "1513           Halleck Hoare                            NaN   NaN    NaN   \n",
       "1620      Maekar I Targaryen               Duncan Targaryen   NaN    NaN   \n",
       "1646         Quellon Greyjoy                  Theon Greyjoy   NaN    NaN   \n",
       "1648     Aegon III Targaryen                            NaN   NaN    NaN   \n",
       "1900       Aenys I Targaryen                            NaN   NaN    NaN   \n",
       "\n",
       "      book1  book2  book3  book4  book5  isAliveMother  isAliveFather  \\\n",
       "0         0      0      0      0      0            1.0            0.0   \n",
       "5         0      0      0      0      0            1.0            1.0   \n",
       "7         0      0      0      0      0            1.0            1.0   \n",
       "50        0      0      0      0      0            1.0            1.0   \n",
       "53        0      0      0      0      0            0.0            0.0   \n",
       "101       0      0      0      0      0            0.0            0.0   \n",
       "172       0      0      0      0      0            0.0            0.0   \n",
       "211       0      0      0      0      0            NaN            0.0   \n",
       "280       0      0      0      0      0            1.0            0.0   \n",
       "281       0      0      0      0      0            0.0            0.0   \n",
       "284       0      0      0      0      0            1.0            0.0   \n",
       "289       0      0      0      0      0            0.0            0.0   \n",
       "294       0      0      0      0      0            1.0            0.0   \n",
       "296       0      0      0      0      0            1.0            0.0   \n",
       "375       1      1      0      0      0            NaN            0.0   \n",
       "432       0      0      0      0      0            1.0            0.0   \n",
       "438       0      0      0      0      0            0.0            0.0   \n",
       "506       0      0      0      0      0            1.0            0.0   \n",
       "592       0      0      0      0      0            NaN            1.0   \n",
       "620       0      0      0      0      0            1.0            0.0   \n",
       "622       0      0      0      0      0            1.0            0.0   \n",
       "1513      0      0      0      0      0            NaN            1.0   \n",
       "1620      0      0      0      0      0            1.0            0.0   \n",
       "1646      0      0      0      0      0            NaN            0.0   \n",
       "1648      0      0      0      0      0            1.0            0.0   \n",
       "1900      0      0      0      0      0            1.0            0.0   \n",
       "\n",
       "      isAliveHeir  isAliveSpouse  isMarried  isNoble  age  numDeadRelations  \\\n",
       "0             0.0            NaN          0        0  NaN                11   \n",
       "5             1.0            NaN          0        0  NaN                 5   \n",
       "7             1.0            NaN          0        0  NaN                 5   \n",
       "50            1.0            NaN          0        0  NaN                 5   \n",
       "53            1.0            NaN          0        0  NaN                 0   \n",
       "101           1.0            NaN          0        0  NaN                 7   \n",
       "172           1.0            NaN          0        0  NaN                 4   \n",
       "211           NaN            NaN          0        0  NaN                 0   \n",
       "280           1.0            NaN          0        0  NaN                 6   \n",
       "281           1.0            NaN          0        0  NaN                 7   \n",
       "284           0.0            NaN          0        0  NaN                 8   \n",
       "289           1.0            NaN          0        0  NaN                 5   \n",
       "294           0.0            NaN          0        0  NaN                 3   \n",
       "296           0.0            NaN          0        0  NaN                10   \n",
       "375           NaN            NaN          0        0  NaN                 0   \n",
       "432           0.0            NaN          0        0  NaN                 7   \n",
       "438           1.0            NaN          0        0  NaN                10   \n",
       "506           NaN            NaN          0        0  NaN                 4   \n",
       "592           1.0            NaN          0        0  NaN                 0   \n",
       "620           0.0            NaN          0        0  NaN                 0   \n",
       "622           1.0            NaN          0        0  NaN                 5   \n",
       "1513          NaN            NaN          0        0  NaN                 0   \n",
       "1620          0.0            NaN          0        0  NaN                 7   \n",
       "1646          1.0            NaN          0        0  NaN                 4   \n",
       "1648          NaN            NaN          0        0  NaN                 9   \n",
       "1900          NaN            NaN          0        0  NaN                 0   \n",
       "\n",
       "      boolDeadRelations  isPopular  popularity  isAlive  \n",
       "0                     1          1    0.605351        0  \n",
       "5                     1          1    1.000000        1  \n",
       "7                     1          1    0.678930        0  \n",
       "50                    1          1    1.000000        0  \n",
       "53                    0          1    0.705686        0  \n",
       "101                   1          1    1.000000        0  \n",
       "172                   1          1    1.000000        1  \n",
       "211                   0          0    0.016722        1  \n",
       "280                   1          1    1.000000        0  \n",
       "281                   1          1    0.759197        0  \n",
       "284                   1          1    0.625418        0  \n",
       "289                   1          1    0.571906        0  \n",
       "294                   1          1    0.622074        0  \n",
       "296                   1          1    1.000000        0  \n",
       "375                   0          0    0.033445        1  \n",
       "432                   1          1    0.518395        0  \n",
       "438                   1          1    0.765886        0  \n",
       "506                   1          1    0.739130        1  \n",
       "592                   0          0    0.100334        1  \n",
       "620                   0          1    0.494983        0  \n",
       "622                   1          1    0.658863        0  \n",
       "1513                  0          0    0.204013        0  \n",
       "1620                  1          1    0.695652        0  \n",
       "1646                  1          1    0.739130        0  \n",
       "1648                  1          1    0.501672        0  \n",
       "1900                  0          0    0.277592        0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred[~(char_pred['father'].isna())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['The Westerlands', 'The Riverlands', 'The North', 'The Stormlands',\n",
       "       'The Crownlands', 'Beyond the Wall', 'The Reach'], dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battles['region'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'Rivermen', 'Dornish', 'Valyrian', 'Ironborn', 'Free Folk',\n",
       "       'Northmen', 'Summer Isles', 'Braavosi', 'Dothraki', 'Ghiscari',\n",
       "       'Vale mountain clans', 'Reach', 'Tyroshi', 'Lhazarene',\n",
       "       'Free folk', 'Ironmen', 'Qartheen', 'Lysene', 'westermen',\n",
       "       'Westerman', 'Qarth', 'Lyseni', 'northmen', 'Qohor', 'Westeros',\n",
       "       'Norvoshi', 'First Men', 'Meereenese', 'Andal', 'Astapori',\n",
       "       'Westermen', 'ironborn', 'Ghiscaricari', 'Braavos', 'Stormlands',\n",
       "       'Valemen', 'Myrish', 'Lhazareen', 'Dornishmen', 'Sistermen',\n",
       "       'Northern mountain clans', 'Andals', 'Vale', 'Crannogmen',\n",
       "       'Wildling', 'Dorne', 'Pentoshi', 'free folk', 'Summer Islander',\n",
       "       'Westerlands', 'Summer Islands', 'Asshai', 'Riverlands', 'Naathi',\n",
       "       'Rhoynar', 'Meereen', 'Norvos', 'Stormlander', 'Wildlings',\n",
       "       'Astapor', 'Reachmen', \"Asshai'i\", 'Ibbenese', 'The Reach'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred['culture'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Joffrey/Tommen Baratheon' 'Robb Stark' 'Balon/Euron Greyjoy'\n",
      " 'Stannis Baratheon' nan]\n",
      "['Robb Stark' 'Joffrey/Tommen Baratheon' 'Balon/Euron Greyjoy'\n",
      " 'Renly Baratheon' nan 'Mance Rayder' 'Stannis Baratheon']\n"
     ]
    }
   ],
   "source": [
    "print(battles.attacker_king.unique())\n",
    "print(battles.defender_king.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Daemon Targaryen          2\n",
       "Aegon I Targaryen         2\n",
       "Aenys I Targaryen         2\n",
       "Quellon Greyjoy           2\n",
       "Aegon III Targaryen       2\n",
       "Robert Baratheon          2\n",
       "Brandon Stark             1\n",
       "Halleck Hoare             1\n",
       "Aegon V Targaryen         1\n",
       "Qhorwyn Hoare             1\n",
       "Aegon IV Targaryen        1\n",
       "Jaehaerys II Targaryen    1\n",
       "Daeron II Targaryen       1\n",
       "Viserys I Targaryen       1\n",
       "Aerion Targaryen          1\n",
       "Tristifer IV Mudd         1\n",
       "Steffon Baratheon         1\n",
       "Eddard Stark              1\n",
       "Baelon Targaryen          1\n",
       "Maekar I Targaryen        1\n",
       "Name: father, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred['father'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1946 entries, 0 to 1945\n",
      "Data columns (total 33 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   S.No               1946 non-null   int64  \n",
      " 1   actual             1946 non-null   int64  \n",
      " 2   pred               1946 non-null   int64  \n",
      " 3   alive              1946 non-null   float64\n",
      " 4   plod               1946 non-null   float64\n",
      " 5   name               1946 non-null   object \n",
      " 6   title              938 non-null    object \n",
      " 7   male               1946 non-null   int64  \n",
      " 8   culture            677 non-null    object \n",
      " 9   dateOfBirth        433 non-null    float64\n",
      " 10  DateoFdeath        444 non-null    float64\n",
      " 11  mother             21 non-null     object \n",
      " 12  father             26 non-null     object \n",
      " 13  heir               23 non-null     object \n",
      " 14  house              1519 non-null   object \n",
      " 15  spouse             276 non-null    object \n",
      " 16  book1              1946 non-null   int64  \n",
      " 17  book2              1946 non-null   int64  \n",
      " 18  book3              1946 non-null   int64  \n",
      " 19  book4              1946 non-null   int64  \n",
      " 20  book5              1946 non-null   int64  \n",
      " 21  isAliveMother      21 non-null     float64\n",
      " 22  isAliveFather      26 non-null     float64\n",
      " 23  isAliveHeir        23 non-null     float64\n",
      " 24  isAliveSpouse      276 non-null    float64\n",
      " 25  isMarried          1946 non-null   int64  \n",
      " 26  isNoble            1946 non-null   int64  \n",
      " 27  age                433 non-null    float64\n",
      " 28  numDeadRelations   1946 non-null   int64  \n",
      " 29  boolDeadRelations  1946 non-null   int64  \n",
      " 30  isPopular          1946 non-null   int64  \n",
      " 31  popularity         1946 non-null   float64\n",
      " 32  isAlive            1946 non-null   int64  \n",
      "dtypes: float64(10), int64(15), object(8)\n",
      "memory usage: 501.8+ KB\n"
     ]
    }
   ],
   "source": [
    "char_pred.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "S.No                -0.128712\n",
       "actual               0.997291\n",
       "pred                 0.356483\n",
       "alive                0.417318\n",
       "plod                -0.417318\n",
       "male                -0.146982\n",
       "dateOfBirth         -0.085863\n",
       "DateoFdeath               NaN\n",
       "book1               -0.147401\n",
       "book2               -0.067200\n",
       "book3                0.006693\n",
       "book4                0.268975\n",
       "book5                0.032846\n",
       "isAliveMother       -0.043033\n",
       "isAliveFather        0.195992\n",
       "isAliveHeir          0.384900\n",
       "isAliveSpouse        0.174275\n",
       "isMarried           -0.050037\n",
       "isNoble             -0.042211\n",
       "age                  0.087264\n",
       "numDeadRelations    -0.192444\n",
       "boolDeadRelations   -0.193736\n",
       "isPopular           -0.153860\n",
       "popularity          -0.183223\n",
       "isAlive              1.000000\n",
       "Name: isAlive, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num = char_pred.select_dtypes(['int', 'float'])\n",
    "num.corr()['isAlive']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S.No</th>\n",
       "      <th>actual</th>\n",
       "      <th>pred</th>\n",
       "      <th>alive</th>\n",
       "      <th>plod</th>\n",
       "      <th>name</th>\n",
       "      <th>title</th>\n",
       "      <th>male</th>\n",
       "      <th>culture</th>\n",
       "      <th>dateOfBirth</th>\n",
       "      <th>DateoFdeath</th>\n",
       "      <th>mother</th>\n",
       "      <th>father</th>\n",
       "      <th>heir</th>\n",
       "      <th>house</th>\n",
       "      <th>spouse</th>\n",
       "      <th>book1</th>\n",
       "      <th>book2</th>\n",
       "      <th>book3</th>\n",
       "      <th>book4</th>\n",
       "      <th>book5</th>\n",
       "      <th>isAliveMother</th>\n",
       "      <th>isAliveFather</th>\n",
       "      <th>isAliveHeir</th>\n",
       "      <th>isAliveSpouse</th>\n",
       "      <th>isMarried</th>\n",
       "      <th>isNoble</th>\n",
       "      <th>age</th>\n",
       "      <th>numDeadRelations</th>\n",
       "      <th>boolDeadRelations</th>\n",
       "      <th>isPopular</th>\n",
       "      <th>popularity</th>\n",
       "      <th>isAlive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [S.No, actual, pred, alive, plod, name, title, male, culture, dateOfBirth, DateoFdeath, mother, father, heir, house, spouse, book1, book2, book3, book4, book5, isAliveMother, isAliveFather, isAliveHeir, isAliveSpouse, isMarried, isNoble, age, numDeadRelations, boolDeadRelations, isPopular, popularity, isAlive]\n",
       "Index: []"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred[char_pred['name'] == 'Aegon Targaryen']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S.No</th>\n",
       "      <th>actual</th>\n",
       "      <th>pred</th>\n",
       "      <th>alive</th>\n",
       "      <th>plod</th>\n",
       "      <th>name</th>\n",
       "      <th>title</th>\n",
       "      <th>male</th>\n",
       "      <th>culture</th>\n",
       "      <th>dateOfBirth</th>\n",
       "      <th>DateoFdeath</th>\n",
       "      <th>mother</th>\n",
       "      <th>father</th>\n",
       "      <th>heir</th>\n",
       "      <th>house</th>\n",
       "      <th>spouse</th>\n",
       "      <th>book1</th>\n",
       "      <th>book2</th>\n",
       "      <th>book3</th>\n",
       "      <th>book4</th>\n",
       "      <th>book5</th>\n",
       "      <th>isAliveMother</th>\n",
       "      <th>isAliveFather</th>\n",
       "      <th>isAliveHeir</th>\n",
       "      <th>isAliveSpouse</th>\n",
       "      <th>isMarried</th>\n",
       "      <th>isNoble</th>\n",
       "      <th>age</th>\n",
       "      <th>numDeadRelations</th>\n",
       "      <th>boolDeadRelations</th>\n",
       "      <th>isPopular</th>\n",
       "      <th>popularity</th>\n",
       "      <th>isAlive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>1458</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.54</td>\n",
       "      <td>Addam Marbrand</td>\n",
       "      <td>Ser</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>House Marbrand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.130435</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      S.No  actual  pred  alive  plod            name title  male culture  \\\n",
       "1457  1458       1     0   0.46  0.54  Addam Marbrand   Ser     1     NaN   \n",
       "\n",
       "      dateOfBirth  DateoFdeath mother father heir           house spouse  \\\n",
       "1457          NaN          NaN    NaN    NaN  NaN  House Marbrand    NaN   \n",
       "\n",
       "      book1  book2  book3  book4  book5  isAliveMother  isAliveFather  \\\n",
       "1457      1      1      1      1      1            NaN            NaN   \n",
       "\n",
       "      isAliveHeir  isAliveSpouse  isMarried  isNoble  age  numDeadRelations  \\\n",
       "1457          NaN            NaN          0        1  NaN                 0   \n",
       "\n",
       "      boolDeadRelations  isPopular  popularity  isAlive  \n",
       "1457                  0          0    0.130435        1  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred[char_pred['name'].isin(['Addam Marbrand', 'Aegon Frey (Jinglebell)', 'Aegon Targaryen'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred['actual'].equals(char_pred['isAlive'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "262"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_pred.title.nunique()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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 },
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